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Digital ad fraud rose significantly in the fourth quarter of 2018, according to the data intelligence and fraud prevention firm Pixalate. The U.S. had an average fraud rate of 21%, up from 17% in the third quarter.

Owners of local stations are still celebrating the boost from a midterm election cycle in which campaigns spent an estimated $3.1 billion on broadcast TV ads, $1 billion more than in 2014, according to Kantar CMAG.